Image Processing Reference
In-Depth Information
f a ( x , y )
f* ( x , y )
s ( x , y )
FIGURE 2.8
Sampling process.
1
1
s ( x, y ) ¼
d( x n D x, y m D y )
(
2
:
30
)
n ¼1
m ¼1
1
D x
1
The sampling frequencies in the x- and y-directions are f s x ¼
and f s y ¼
D y ,
respectively.
The sampling process is basically the multiplication of f a ( x, y )
and s ( x, y )
,as
shown in Figure 2.8.
1
1
f *
( x, y ) ¼
f a ( n D x , m D y )d( x n D x , y m D y )
(
2
:
31
)
n ¼1
m ¼1
The spectrum of the sampled signal is obtained by taking the Fourier transform
of f *
( x, y )
. That is,
1
1
( x, y ) e j (v x x þv y y ) d x d y
F*
(v x ,
v y ) ¼
f *
1
1
1
1
1
1
d( x n D x , y m D y ) e j (v x x þv y y ) d x d y
¼
f a ( n D x , m D y )
n ¼1
m ¼1
1
1
1
1
f ( n, m ) e j (v x n D x þv y m D y )
¼
(
2
:
32
)
n ¼1
m ¼1
where f ( n, m ) ¼ f a ( n D x , m D y )
. Since f a ( x, y )
can be obtained by taking the inverse
Fourier transform of F (v x ,
v y )
, then we have
1
1
1
v y ) e j (v x x þv y y ) dv x dv y j x ¼ n D x ,y ¼ m D y
f ( n, m ) ¼ f a ( x, y )j x ¼ n D x ,y ¼ m D y ¼
F (v x ,
4
p
2
1
1
1
1
1
v y ) e j (v x n D x þv y m D y ) dv x dv y
¼
F (v x ,
(
2
:
33
)
4
p
2
1
1
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